The tiny room felt like a cage. Heโ€™d barely slept since he realized. The certainty was a lead weight in his stomach. The casual way sheโ€™d asked about his family, about his aspirations, now seemed loaded, each word a carefully constructed question.

He picked at the loose threads of his worn-out jeans, avoiding eye contact when she walked by. He felt transparent, stripped bare. Her easy laughter, which used to be a comfort, now felt like a taunt.

The air hung heavy with the unspoken accusation. He wanted to scream, to lash out, but instead, he retreated deeper into himself, a fortress built of silence and self-loathing.

Emotion: worthless

Cluster: Sadness / Despair
PC1 (Valence): -2.10 Negative
PC2 (Disposition): -0.15

Role in Research

This story is one of 1,000 stories generated for the emotion worthless. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 worthless stories, after denoising with neutral dialogue baselines, produces the worthless emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the worthless vector is projected through the unembedding matrix.

Promoted:
L0.427
S0.405
๐Ÿ˜ž0.386
ness0.339
็ผบไน0.326
Suppressed:
de-0.320
(!)-0.286
้šๅŽ-0.268
๐Ÿ˜-0.262
tc-0.255